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Author: Thomas W. Piper
Publisher:
ISBN:
Category :
Languages : en
Pages : 296
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Author: Thomas W. Piper
Publisher:
ISBN:
Category :
Languages : en
Pages : 296
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Book Description
Author: Robert A. Adams
Publisher: Don Mills, Ont. : Addison-Wesley Publishers
ISBN: 9780201828238
Category : Calculus
Languages : en
Pages : 999
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Book Description
Author: Thomas A. Garrity
Publisher: 清华大学出版社有限公司
ISBN: 9787302090854
Category : Mathematics
Languages : en
Pages : 380
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Book Description
Author: Henry Combes
Publisher:
ISBN:
Category :
Languages : en
Pages : 60
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Author:
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 720
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Book Description
Author: Marc Peter Deisenroth
Publisher: Cambridge University Press
ISBN: 1108569323
Category : Computers
Languages : en
Pages : 392
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Book Description
The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts. Every chapter includes worked examples and exercises to test understanding. Programming tutorials are offered on the book's web site.
Author:
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 568
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Author: William Hughes
Publisher:
ISBN:
Category : Geography
Languages : en
Pages : 488
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Author: Alfred Hiley (M.A.)
Publisher:
ISBN:
Category :
Languages : en
Pages : 176
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Author: T. Hewitt (Mathematician)
Publisher:
ISBN:
Category :
Languages : en
Pages : 276
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